Section
AI / ML
Stack
LLM · OpenAI API · Next.js · PostgreSQL
Category
LLM Application · Full-Stack
Status
Core generation flow complete, template versioning in progress
01 — Challenge
The core engineering challenge
Unstructured LLM prompting produces inconsistent output formats and quality — prompt templates with versioning and structured output parsing bring generation into an engineering discipline.
03 — Decisions
Engineering decisions and what they cost
01Store prompt templates with version numbers in the DB so output quality is traceable to the prompt.
02Parse LLM output into a typed structure before sending to the frontend — no raw text passthrough.
03Rate-limit and log every API call so cost and quality are monitorable per user.
04 — Stack
LLMOpenAI APINext.jsPostgreSQLPrompt Engineering